{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "051dd0f8-d86d-46d2-9bc5-4bbd18d47529",
   "metadata": {},
   "source": [
    "<center><h1><a href=\"https://challenge.xfyun.cn/topic/info?type=mild-cognitive-impairment&option=ssgy&ch=dw24_AtTCK9\">轻度认知障碍疾病预测挑战赛</a></h1></center>\n",
    "\n",
    "# 一、赛事背景\n",
    "\n",
    "  进展型轻度认知障碍（pMCI）和稳定型轻度认知障碍（sMCI）是两种不同的认知状态，其在认知功能下降和可能进展到痴呆症的风险方面具有不同的特征和预后。这两种状态在阿尔茨海默病（AD）的研究和临床实践中具有重要意义。\n",
    "\n",
    "  进展型轻度认知障碍（pMCI）是指具有轻度认知功能障碍的个体，其认知功能在时间上呈现进行性恶化的趋势。这些个体通常在认知测试中表现出逐渐恶化的记忆、语言、执行功能或空间能力等方面的退化。他们的海马体积可能显示出更快的萎缩，并且可能有更多的淀粉样β蛋白（Aβ）沉积和神经纤维缠结（NFTs）的形成，这些是与AD病理相关的典型特征。pMCI患者相对于sMCI患者，更有可能在随访中进展到AD。sMCI是指那些认知功能障碍的个体，其认知状况在一段时间内相对稳定，没有明显的进展到痴呆症的趋势。尽管这些个体也可能有一定程度的海马体萎缩和病理变化，但这些变化可能相对较慢，甚至可能与正常老年人相似。sMCI患者相对于pMCI患者，更有可能在随访中维持其认知功能水平而不进展到AD。\n",
    "\n",
    "  pMCI和sMCI的区分对于临床实践和研究具有重要意义，因为它们可以帮助医生和研究人员更好地了解个体的预后和可能的疾病进展情况。尽管pMCI患者的进展风险更高，但sMCI患者的管理同样重要，因为他们仍然处于认知功能受损的状态，可能需要监测和支持，以及可能的干预措施，以延缓可能的进展。\n",
    "\n",
    "  # 二、赛事任务\n",
    "\n",
    "  为研究基于阿尔茨海默病中的pMCI和sMCI两种不同的认知状态，本次大赛提供了数据集训练样本，参赛者需根据提供的样本构建模型，对数据集进行处理。\n",
    "\n",
    "  # 三、评审规则\n",
    "\n",
    "  ## 1.数据说明\n",
    "\n",
    "  表1.比赛数据集\n",
    "\n",
    "  ![img](https://openres.xfyun.cn/xfyundoc/2024-05-14/d839c5f6-cfc5-49be-b1fa-58e77908f6f1/1715668515458/13.jpg)\n",
    "\n",
    "  ## 2.评估指标\n",
    "\n",
    "  本模型依据提交的结果文件，采用F1-score进行评价。\n",
    "\n",
    "  ## 3.评测及排行\n",
    "\n",
    "  1）比赛均提供下载数据，选手在本地进行算法调试，在比赛页面提交结果。\n",
    "\n",
    "  2）每支团队每天最多提交3次。\n",
    "\n",
    "  3）排行按照得分从高到低排序，排行榜将选择团队的历史最优成绩进行排名。\n",
    "\n",
    "  # 四、作品提交要求\n",
    "\n",
    "  1、文件格式：按照csv格式提交。\n",
    "\n",
    "  2、文件大小：无要求。\n",
    "\n",
    "  3、提交次数限制：每支队伍整个赛期最多30次。\n",
    "\n",
    "  4、文件详细说明：编码为UTF-8，第一行为表头，提交格式见样例。\n",
    "\n",
    "  5、排行榜更新结束后，前三名选手需要提交代码、模型和说明文档供核验。\n",
    "\n",
    "  # 五、赛程规则\n",
    "\n",
    "  本赛题实行一轮赛制\n",
    "\n",
    "  ## 【赛程周期】\n",
    "\n",
    "  6月9日-8月9日\n",
    "\n",
    "  1、6月9日10：00发布训练集、测试集\n",
    "\n",
    "  2、比赛作品提交截止日期为8月9日17：00，公布名次日期为8月16日10：00\n",
    "\n",
    "  ## 【现场答辩】\n",
    "\n",
    "  1、最终前三名团队将受邀参加科大讯飞AI开发者大赛总决赛并于现场进行答辩\n",
    "\n",
    "  2、答辩以（10mins陈述+5mins问答）的形式进行\n",
    "\n",
    "  3、根据作品成绩和答辩成绩综合评分（作品成绩占比70％，现场答辩分数占比30％）\n",
    "\n",
    "  # 六、奖项设置\n",
    "\n",
    "  本赛题设立一、二、三等奖共三名，具体详情如下：\n",
    "\n",
    "  ## 【奖项激励】\n",
    "\n",
    "  1、TOP3团队颁发获奖证书\n",
    "\n",
    "  2、赛道奖金，第一名5000元、第二名3000元、第三名2000元\n",
    "\n",
    "  ## 【资源激励】\n",
    "\n",
    "  1、讯飞开放平台优质AI能力个人资源包\n",
    "\n",
    "  2、讯飞AI全链创业扶持资源\n",
    "\n",
    "  3、讯飞绿色实习/就业通道\n",
    "\n",
    "  注：\n",
    "\n",
    "  1. 鼓励选手分享参赛心得、参赛技术攻略、大赛相关技术或产品使用体验等文章至组委会邮箱（AICompetition@iflytek.com），有机会获得大赛周边；\n",
    "  2. 赛事规则及奖金发放解释权归科大讯飞所有；以上全部奖金均为税前金额，将由主办方代扣代缴个人所得税。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "7a46485a-6211-44f7-8c2e-d02752b13cf1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import glob\n",
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "ed2798f7-c42c-4f39-8a1e-9df9d5faa351",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['./train/PMCI/029_S_1073_78.png',\n",
       " './train/PMCI/116_S_1315_35.png',\n",
       " './train/PMCI/029_S_0878_50.png',\n",
       " './train/PMCI/035_S_0292_68.png',\n",
       " './train/PMCI/002_S_0729_80.png',\n",
       " './train/PMCI/027_S_0461_101.png',\n",
       " './train/PMCI/128_S_2130_94.png',\n",
       " './train/PMCI/027_S_0408_54.png',\n",
       " './train/PMCI/027_S_0835_100.png',\n",
       " './train/PMCI/002_S_1070_74.png']"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_paths = glob.glob('./train/*/*.png')\n",
    "train_paths[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "1b7939ac-f25b-4479-963a-e5a7881fde35",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1280x960 with 50 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(dpi=200)\n",
    "idx = 0 \n",
    "for path in train_paths[:50]:\n",
    "    img = cv2.imread(path)\n",
    "    idx += 1\n",
    "    plt.subplot(10, 10, idx)\n",
    "    plt.imshow(img)\n",
    "    plt.xticks([]); plt.yticks([])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "0d3727b1-bd25-4bdc-9df7-347edcaa9d6a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fda43e98d4914f629837eea1b36ce2f9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "model.safetensors:   0%|          | 0.00/49.3M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "os.environ['HF_ENDPOINT'] = 'https://hf-mirror.com'\n",
    "\n",
    "import torch\n",
    "import timm\n",
    "m = timm.create_model('efficientnet_b3', pretrained=True, num_classes=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "c96ebad6-b944-4d80-8087-83af5831c59a",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_feats = []\n",
    "train_label = []\n",
    "for path in train_paths[:]:\n",
    "    img = cv2.imread(path)\n",
    "    with torch.no_grad():\n",
    "        img = torch.from_numpy(img) / 255.0\n",
    "        img = img[:, :, :, None]\n",
    "        img = torch.transpose(img, 3, 0)\n",
    "        img = torch.transpose(img, 2, 1)\n",
    "        feat = m(img)\n",
    "        train_feats.append(feat)\n",
    "    if 'PMCI' in path:\n",
    "        train_label.append(1)\n",
    "    else:\n",
    "        train_label.append(0)\n",
    "\n",
    "train_feats = torch.cat(train_feats, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "c63c934c-8f21-48f0-9b7b-a7b9c5fbfe6f",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.svm import LinearSVC\n",
    "from sklearn.model_selection import cross_val_predict\n",
    "from sklearn.metrics import f1_score, accuracy_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "5c3d0c14-8688-4fc6-ad7a-a8778016c4c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6352357320099256"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred = cross_val_predict(\n",
    "    LogisticRegression(),\n",
    "    train_feats.data.numpy(),\n",
    "    train_label\n",
    ")\n",
    "\n",
    "f1_score(train_label, list(pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "a4b9a837-264b-474c-b671-69338fbd68ce",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lyz/anaconda3/envs/py311/lib/python3.11/site-packages/sklearn/svm/_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n",
      "  warnings.warn(\n",
      "/home/lyz/anaconda3/envs/py311/lib/python3.11/site-packages/sklearn/svm/_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n",
      "  warnings.warn(\n",
      "/home/lyz/anaconda3/envs/py311/lib/python3.11/site-packages/sklearn/svm/_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n",
      "  warnings.warn(\n",
      "/home/lyz/anaconda3/envs/py311/lib/python3.11/site-packages/sklearn/svm/_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n",
      "  warnings.warn(\n",
      "/home/lyz/anaconda3/envs/py311/lib/python3.11/site-packages/sklearn/svm/_classes.py:31: FutureWarning: The default value of `dual` will change from `True` to `'auto'` in 1.5. Set the value of `dual` explicitly to suppress the warning.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.6275"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred = cross_val_predict(\n",
    "    LinearSVC(),\n",
    "    train_feats.data.numpy(),\n",
    "    train_label\n",
    ")\n",
    "\n",
    "accuracy_score(train_label, pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3307d2a1-498a-4bd9-8b32-9fcbdf42aa94",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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